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Learning Quantitative Finance with R

You're reading from  Learning Quantitative Finance with R

Product type Book
Published in Mar 2017
Publisher Packt
ISBN-13 9781786462411
Pages 284 pages
Edition 1st Edition
Languages
Authors (2):
Dr. Param Jeet Dr. Param Jeet
Profile icon Dr. Param Jeet
PRASHANT VATS PRASHANT VATS
Profile icon PRASHANT VATS
View More author details

Table of Contents (16) Chapters

Learning Quantitative Finance with R
Credits
About the Authors
About the Reviewer
www.PacktPub.com
Customer Feedback
Preface
1. Introduction to R 2. Statistical Modeling 3. Econometric and Wavelet Analysis 4. Time Series Modeling 5. Algorithmic Trading 6. Trading Using Machine Learning 7. Risk Management 8. Optimization 9. Derivative Pricing

Simple linear regression


In simple linear regression, we try to predict one variable in terms of a second variable called a predictor variable. The variable we are trying to predict is called the dependent variable and is denoted by y, and the independent variable is denoted by x. In simple linear regression, we assume a linear relationship between the dependent attribute and predictor attribute.

First we need to plot the data to understand the linear relationship between the dependent variable and independent variable. Here our, data consists of two variables:

  • YPrice: Dependent variable

  • XPrice: Predictor variable

In this case, we are trying to predict Yprice in terms of XPrice. StockXprice is the independent variable and StockYprice is the dependent variable. For every element of StockXprice, there is an element of StockYprice, which implies one-to-one mapping between elements of StockXprice and StockYprice.

A few lines of data used for the following analysis are displayed using the following...

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